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I gave two AI models the same 200 pieces of code, the same prompt, the same question. One of them...


v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report · PyPI v0.2.1 Update: The...


Building a panel of AI critics that check a generated ad against itself — same product, same person,...


How Caveman Ultra Mode compresses coding-agent replies, where it helps most, and how to preserve evi...


A recurring bug class in an AI ad planner: the plan and the gate meant to check it disagree, a role ...


How I closed the prompt-review-rewrite loop on an AI video ad platform by letting a vision model ins...


A reliability improvement quietly deleted the creative intent it was supposed to preserve. Six phase...


Four ways to change LLM prompts in production without touching your codebase — env vars, a database ...


Part II — The Components Part I defined eight failure modes of agent code generation...


Tired of Claude Code generating bizarre, overly dramatic jargon like "load-bearing spine"? You can.....


When LLMs return malformed JSON, your automation breaks. Learn how to coax Claude into producing...


You do not have a camera. You have a machine that dreams a short motion out of a single still image,...


Your model advertises a million-token context window. That number tells you what fits — not what the...


Your model says it has a one-million-token context window. Its real working memory is a lot smaller....


Your model advertises a million-token context window. That number tells you what fits — not what the...


AI output is inconsistent because large language models are probabilistic systems, not deterministic...


Auditing an AI prompt means running it through a structured review process that checks for ambiguity...


Building a custom GPT for one ministry client teaches you something specific about that ministry....


Why You Should Double-Check AI Output (Before It Ships) When AI output goes unchecked, the...


Building a custom GPT for a ministry training program gets treated as a finished deliverable the...


Building a working tender documentation system for yourself is one project. Turning that same system...


You use an AI. You ask it a question. It gives you an answer. You think. You refine. You ask again.....


Reliable AI systems are built by controlling what the model sees, when it sees it, and what it can d...


Je maintiens un assistant IA intégré à un site WordPress, et je passe donc ma vie à écrire, casser e...